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> [!theorem] Theorem. ([[the convolution theorem for Fourier series]])
> For [[Riemann integral|Riemann integrable]] $f$ [[function on the (unit) circle|on the circle]], we have that $(\widehat{f * g})(n)=\hat{f}(n)\hat{g}(n),$
> where $f * g$ denotes the [[convolution]] of $f$ with $g$.
^c2ec48
> [!proof]- Proof. ([[the convolution theorem for Fourier series]])
> $\begin{align}
(\widehat{\textcolor{Skyblue}{f * g}})(n)= & \int _{t=0} ^{t=1} \left[\textcolor{Skyblue}{\int_{s=0}^{s=1} f(s)g(t-s)\, \, ds \,} \right] \textcolor{Apricot}{e ^{-2\pi i n t}} \, dt \\
= & \textcolor{Skyblue}{\int_{s=0} ^{s=1}} \int_{t=0} ^{t=1} \textcolor{Skyblue}{f(s)}\textcolor{Apricot}{e ^{-2\pi i n s}}\textcolor{Skyblue}{g(t-s)} \textcolor{Apricot}{e ^{-2\pi i n (t-s)}} \, \, dt \ \textcolor{Skyblue}{ds} \text{ (Fubini)}\\
= & \int _{s=0} ^{s=1} f(s) e ^{-2\pi i n s} \underbrace{\left[\int_{t=0}^{t=1} g(t-s) e ^{-2\pi i n (t-s)}\, dt \right]}_{{}=\int _{0} ^{1} g(t) e ^{-2\pi i n t} \, dt, \text{ by periodicity} } \, ds \\
= & \left( \int_{s=0}^{s=1} f(s) e ^{-2\pi i n s}\,ds \right)\left( \int_{t=0}^{t=1}g(t) e ^{-2\pi i n t}\, dt \right) \\
=& \hat{f}(n) \hat{g}(n),
\end{align}$
where we apply [[Fubini's Theorem]] to swap [[Riemann integral|integrals]].
^33afb5
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####
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#### References
> [!backlink]
> ```dataview
TABLE rows.file.link as "Further Reading"
FROM [[]]
FLATTEN file.tags
GROUP BY file.tags as Tag
> [!frontlink]
> ```dataview
> TABLE rows.file.link as "Further Reading"
> FROM outgoing([[]])
> FLATTEN file.tags as Tag
> WHERE Tag = "#definition" OR Tag = "#theorem" OR Tag = "#MOC" OR Tag = "#proposition" OR Tag = "#axiom"
> GROUP BY Tag
> ```